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A simple algorithm for generating spectrally colored, non-Gaussian signals

机译:一种用于生成频谱着色的非高斯信号的简单算法

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摘要

This work describes a simple method for generating signals conforming to a stationary random process for which the practitioner specifies both the power spectral density function and the marginal probability density function. The general approach is to first create a Gaussian random process with the appropriate spectral density and then apply a memoryless nonlinear transformation to achieve the desired marginal density. The transformation is not specified a priori but rather is simulated via an iterative "shuffling" procedure. The method is very simple to implement and yields results that are comparable to some of the more complicated methods.
机译:这项工作描述了一种用于生成符合平稳随机过程的信号的简单方法,从业者为此指定了功率谱密度函数和边际概率密度函数。通用方法是首先创建具有适当频谱密度的高斯随机过程,然后应用无记忆非线性变换以实现所需的边际密度。转换不是先验指定的,而是通过迭代“混洗”过程进行模拟的。该方法实现起来非常简单,其结果可与某些更复杂的方法相比。

著录项

  • 来源
    《Probabilistic engineering mechanics》 |2010年第3期|p.315-322|共8页
  • 作者单位

    Naval Research Laboratory, 4555 Overlook Ave. Washington, DC 20375, United States;

    National Research Council, Postdoctoral Research Associated, Naval Research Laboratory, United States;

    Global Strategies Inc., Crofton MD, 21114, United States;

    Naval Research Laboratory, 4555 Overlook Ave. Washington, DC 20375, United States;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    surrogate data; colored noise; non-gaussian; random process;

    机译:替代数据;彩色噪音非高斯随机过程;

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